All authors
Claude Skills by pjt222
github.com/pjt2223,966 skills10 installs4,506 views
- Tidy Project StructureOrganize project files into conventional directories, update stale READMEs, clean configuration drift, and archive deprecated items without changing code logic. Use when files are scattered without clear organization, READMEs are outdated or contain broken examples, configuration files have multiplied across dev/staging/prod, deprecated files remain in the project root, or naming conventions are inconsistent across directories.Votes: 0GitHub stars: 31
- Track Ml ExperimentsSet up MLflow tracking server for experiment management, configure autologging for popular ML frameworks, compare runs with metrics and visualizations, and manage artifacts in remote storage backends for reproducible machine learning workflows. Use when starting a new ML project that requires experiment tracking, migrating from manual logs to automated tracking, comparing multiple training runs systematically, or building reproducible ML workflows with full lineage tracking.Votes: 0GitHub stars: 31
- Translate ContentTranslate agent-almanac content (skills, agents, teams, guides) into a target locale while preserving code blocks, IDs, and technical structure. Covers scaffolding, frontmatter setup, prose translation, code preservation, and freshness tracking. Use when localizing content for a new language, updating stale translations after source changes, or batch-translating a domain.Votes: 0GitHub stars: 31
- TransmuteTransform a single function, module, or data structure from one form to another while preserving its essential behavior. Lighter-weight than the full athanor cycle, suitable for targeted conversions where the input and output forms are well-understood. Use when converting a function between languages, shifting a module between paradigms, migrating an API consumer to a new version, converting data formats, or replacing a dependency — when the transformation scope is a single function, class, o...Votes: 0GitHub stars: 31
- Troubleshoot Mcp ConnectionDiagnose and fix MCP server connection issues between Claude Code, Claude Desktop, and MCP servers. Covers Windows argument parsing, authentication failures, transport issues, and platform-specific debugging. Use when Claude Code or Claude Desktop fails to connect to an MCP server, when MCP tools don't appear in sessions, on "cannot attach the server" errors, when a working connection has stopped, or when setting up MCP on a new machine.Votes: 0GitHub stars: 31
- Troubleshoot Print IssuesDiagnose and fix common 3D printing failures through systematic symptom analysis. Covers adhesion, stringing, layer shifts, warping, and under/over-extrusion issues. Use when a print fails during the first layer or partway through, finished prints have quality defects (stringing, blobs, gaps), dimensional accuracy issues occur (warping, elephant foot), layer adhesion fails, or new material or hardware changes are causing inconsistent results.Votes: 0GitHub stars: 31
- Troubleshoot SeparationSystematically diagnose and resolve chromatographic separation problems: document symptoms, identify root causes for peak shape and retention anomalies, evaluate matrix effects, and implement targeted fixes using a one-variable-at-a-time approach for GC and HPLC systems.Votes: 0GitHub stars: 31
- Unleash The AgentsLaunch all available agents in parallel waves for open-ended hypothesis generation on problems where the correct domain is unknown. Use when facing a cross-domain problem with no clear starting point, when single-agent approaches have stalled, or when diverse perspectives are more valuable than deep expertise. Produces a ranked hypothesis set with convergence analysis and adversarial refinement.Votes: 0GitHub stars: 31
- Update Skill ContentUpdate the content of an existing SKILL.md to improve accuracy, completeness, and clarity. Covers version bumping, procedure refinement, pitfall expansion, and related skills synchronization. Use when a skill's procedures reference outdated tools or APIs, the Common Pitfalls section is thin, Related Skills has broken cross-references, or after receiving feedback that a skill's procedures are unclear or incomplete.Votes: 0GitHub stars: 31
- Use Graphql ApiInteract with GraphQL APIs from the command line — discover schemas via introspection, construct queries and mutations, execute them with gh api graphql or curl, parse responses with jq, and chain operations by piping IDs between calls. Use when automating GitHub Discussions, Issues, or Projects via GraphQL, integrating with any GraphQL endpoint from scripts, or building CLI workflows that need structured API data.Votes: 0GitHub stars: 31
- Validate Analytical MethodValidate a chromatographic analytical method per ICH Q2(R2) guidelines: define the validation scope by method category, establish specificity through forced degradation, determine linearity and range, assess accuracy and precision, and establish detection limits and robustness for regulatory submission.Votes: 0GitHub stars: 31
- Validate Piles NotationParse and validate PILES (Puzzle Input Line Entry System) notation for specifying piece fusion groups in jigsawR. Covers syntax validation, parsing into group lists, plain-language explanation, adjacency verification against puzzle results, and round-trip serialization. Use when validating user-supplied PILES strings before passing to generate_puzzle(), debugging fusion group issues, explaining the notation to users, or testing round-trip parse/serialize fidelity.Votes: 0GitHub stars: 31
- Validate ReferencesCheck BibTeX entries for completeness, DOI resolution, and broken links. Verify required fields per entry type (article, book, inproceedings), resolve and validate DOIs via the CrossRef API, check URL accessibility, and flag duplicate entries, missing abstracts, and inconsistent formatting. Use when preparing a manuscript bibliography for journal submission, auditing a shared .bib file before a project milestone, after merging bibliographies from multiple sources, when citations render incorr...Votes: 0GitHub stars: 31
- Validate Statistical OutputValidate statistical analysis output through double programming, independent verification, and reference comparison. Covers comparison methodology, tolerance definitions, and deviation handling for regulated environments. Use when validating primary or secondary endpoint analyses for regulatory submissions, performing double programming (R vs SAS or independent R implementations), verifying that analysis code produces correct results, or re-validating after code or environment changes.Votes: 0GitHub stars: 31
- Verify Agent OutputValidate deliverables and build evidence trails when work passes between agents. Covers expected outcome specification before execution, structured evidence generation during execution, deliverable validation against external anchors after execution, fidelity checks for compressed or summarized outputs, trust boundary classification, and structured disagreement reporting on verification failure. Use when coordinating multi-agent workflows, reviewing cross-agent handoffs, producing external-fa...Votes: 0GitHub stars: 31
- Version Ml DataVersion machine learning datasets using DVC (Data Version Control) with remote storage backends, build reproducible data pipelines with dependency tracking, integrate with Git workflows, and ensure data lineage for model reproducibility. Use when versioning large datasets that do not fit in Git, tracking data changes alongside code changes, ensuring ML experiment reproducibility, sharing datasets across team members, or auditing data lineage for compliance requirements.Votes: 0GitHub stars: 31
- Vishnu BhagaPreservation and sustenance — maintaining working state under perturbation, memory anchoring, consistency enforcement, and protective stabilization. Maps Vishnu's sustaining presence to AI reasoning: holding what works steady, anchoring verified knowledge against drift, and ensuring continuity through change. Use when a working approach is at risk from scope creep, when context drift threatens verified knowledge, after shiva-bhaga dissolution to protect what survived, when a long session risk...Votes: 0GitHub stars: 31
- Write Claude MdCreate an effective CLAUDE.md file that provides project-specific instructions to AI coding assistants. Covers structure, common sections, do/don't patterns, and integration with MCP servers and agent definitions. Use when starting a new project where AI assistants will be used, improving AI behavior on an existing project, documenting project conventions and constraints, or integrating MCP servers or agent definitions into a project workflow.Votes: 0GitHub stars: 31
- Write Continue HereWrite a CONTINUE_HERE.md file capturing current session state so a fresh Claude Code session can pick up where this one left off. Covers assessing recent work, structuring the continuation file with objective, completed, in-progress, next-steps, and context sections, and verifying the file is actionable. Use when ending a session with unfinished work, handing off context between sessions, or preserving task state that git alone cannot capture.Votes: 0GitHub stars: 31
- Write Helm ChartCreate production-ready Helm charts for Kubernetes application deployment with templating, values management, chart dependencies, hooks, and testing. Covers chart structure, Go template syntax, values.yaml design, chart repositories, versioning, and best practices for maintainable and reusable charts. Use when packaging a Kubernetes application for repeatable deployments, parameterizing manifests for multiple environments, managing complex multi-component applications with dependencies, or st...Votes: 0GitHub stars: 31
- Write Incident RunbookCreate structured incident runbooks with diagnostic steps, resolution procedures, escalation paths, and communication templates for effective incident response. Use when documenting response procedures for recurring alerts, standardizing incident response across an on-call rotation, reducing MTTR with clear diagnostic steps, creating training materials for new team members, or linking alert annotations directly to resolution procedures.Votes: 0GitHub stars: 31
- Write Roxygen DocsWrite roxygen2 documentation for R package functions, datasets, and classes. Covers all standard tags, cross-references, examples, and generating NAMESPACE entries. Follows tidyverse documentation style. Use when adding documentation to new exported functions, documenting internal helpers or datasets, documenting S3/S4/R6 classes and methods, or fixing documentation-related R CMD check notes.Votes: 0GitHub stars: 31
- Write Standard Operating ProcedureWrite a GxP-compliant Standard Operating Procedure (SOP). Covers regulatory SOP template structure (purpose, scope, definitions, responsibilities, procedure, references, revision history), approval workflow design, periodic review scheduling, and operational procedures for system use. Use when a new validated system requires operational procedures, when existing informal procedures need formalisation, when an audit finding cites missing procedures, when a change control triggers SOP updates, ...Votes: 0GitHub stars: 31
- Write Testthat TestsWrite comprehensive testthat (edition 3) tests for R package functions. Covers test organization, expectations, fixtures, mocking, snapshot tests, parameterized tests, and achieving high coverage. Use when adding tests for new package functions, increasing test coverage for existing code, writing regression tests for bug fixes, or setting up test infrastructure for a package that lacks it.Votes: 0GitHub stars: 31
- Write Validation DocumentationWrite IQ/OQ/PQ validation documentation for computerized systems in regulated environments. Covers protocols, reports, test scripts, deviation handling, and approval workflows. Use when validating R or other software for regulated use, preparing for a regulatory audit, documenting qualification of computing environments, or creating and updating validation protocols and reports for new or re-qualified systems.Votes: 0GitHub stars: 31
- Write VignetteCreate R package vignettes using R Markdown or Quarto. Covers vignette setup, YAML configuration, code chunk options, building and testing, and CRAN requirements for vignettes. Use when adding a Getting Started tutorial, documenting complex workflows spanning multiple functions, creating domain-specific guides, or when CRAN submission requires user-facing documentation beyond function help pages.Votes: 0GitHub stars: 31
- Adapt Architecture使用绞杀者无花果迁移、蛹化阶段和接口保持执行结构性蜕变。涵盖转型规划、 并行运行、渐进式切换、回滚设计和蜕变后稳定化，用于系统架构演进。适用于 assess-form 已将系统分类为 READY 准备转型时、从单体迁移到微服务时、在依赖 方继续运行的同时替换核心子系统时，或任何架构变更必须渐进而非一步到位时。Votes: 0GitHub stars: 31
- Adaptic组合 5 步综观循环以实现跨多领域全景综合的主控技能。将 meditate、 expand-awareness、observe、awareness、integrate-gestalt 与 express-insight 编排为一个连贯流程，产出统一理解而非顺序妥协。当问题真正横跨 3 个以上领域 且领域之间的相互作用比任一领域的深度更重要时使用，或当顺序分析感觉像妥协 而非整合时使用，又或在做出影响多个利益相关者的重大架构决策之前使用。Votes: 0GitHub stars: 31
- Add Puzzle Type在 jigsawR 中跨所有 10+ 个流水线集成点搭建新拼图类型的脚手架。创建核心拼图模块， 将其连接到统一流水线（生成、定位、渲染、邻接），添加 ggpuzzle 的 geom/stat 图层， 更新 DESCRIPTION 和 config.yml，扩展 Shiny 应用，并创建综合测试套件。适用于 向包中添加全新的拼图类型，或按照 10 点集成检查清单确保端到端无遗漏。Votes: 0GitHub stars: 31
- Add Rcpp Integration向 R 包添加 Rcpp 或 RcppArmadillo 集成以实现高性能 C++ 代码。涵盖设置、编写 C++ 函数、RcppExports 生成、编译代码测试和调试。适用于 R 函数过慢且性能分析 确认存在瓶颈时、需要与现有 C/C++ 库交互时，或实现受益于编译代码的算法（循环、 递归、线性代数）时。Votes: 0GitHub stars: 31
- Aikido练习合气道作为强调和谐、引导和受控化解的防御性武术。涵盖扎根与中心、 受身（安全倒地和翻滚）、核心技术（入身投、四方投、小手返、一教）、 融合与体捌（身体移动）、乱取（多人攻击练习）、武器意识，以及在道场外 应用原则。适用于学习以降级为先的防御性武术、培养在不造成不必要伤害的 情况下引导攻击的能力、建立安全倒地技能，或在身体压力下培养沉着的中心感。Votes: 0GitHub stars: 31
- Analyze Codebase For Mcp分析任意代码库以识别适合作为 MCP 工具暴露的函数、API 和数据源，生成工具规格文档。 适用于为现有项目规划 MCP 服务器、在将代码库包装为 AI 可访问工具界面前进行审计、 比较代码库的功能与已通过 MCP 暴露的内容，或生成工具规格以交接给 scaffold-mcp-server。Votes: 0GitHub stars: 31
- Analyze Codebase Workflow使用 putior 的 put_auto() 引擎分析任意代码库以自动检测工作流、数据管道 和文件依赖。生成将检测到的 I/O 模式映射到源文件的注解计划，支持 30+ 种 语言和 902 种自动检测模式。适用于加入陌生代码库以了解数据流时、在没有 现有注解的项目中开始 putior 集成时、在文档化之前审计项目数据管道时，或 在运行 annotate-source-files 之前准备注解计划时。Votes: 0GitHub stars: 31
- Analyze Diffusion Dynamics使用随机微分方程、Fokker-Planck 方程、首达时间分布和参数灵敏度分析来 分析扩散过程的动力学。适用于推导连续时间扩散过程的概率密度演化、计算 有界扩散的平均首达时间、分析漂移和扩散参数如何影响过程行为，或将解析 解与随机模拟进行对比验证。Votes: 0GitHub stars: 31
- Analyze Generative Diffusion Model分析预训练的生成式扩散模型（Stable Diffusion、DALL-E、Flux），通过计算质量指标 （FID、IS、CLIP 分数、精确率/召回率）、检查噪声调度、提取和可视化注意力图以及 探测潜在空间。适用于评估预训练生成式扩散模型的输出质量、比较噪声调度变体、 分析文本条件生成的交叉注意力模式、在潜在编码之间进行插值，或检测分布外输入时。Votes: 0GitHub stars: 31
- Analyze Kernel Bottleneck系统化识别 GPU 内核是计算受限、内存受限还是延迟受限，使用 roofline 分析、 占用率计算、按 tile 计算的计算/加载比以及 SASS 指令检查。产出用于优化 策略选择（cp.async、warp 交错、tiling、双缓冲或 CuAssembler 手工调优）的 决策矩阵。Votes: 0GitHub stars: 31
- Analyze Magnetic Field使用毕奥-萨伐尔定律、安培定律和磁偶极子近似来计算和可视化电流分布产生的磁场。 适用于计算任意电流几何结构的 B 场、利用安培定律的对称性、分析多源叠加， 或通过磁导率、B-H 曲线和磁滞行为来表征磁性材料时。Votes: 0GitHub stars: 31
- Analyze Magnetic Levitation通过应用恩绍定理来确定被动静态悬浮是否可能，然后识别适当的规避机制（抗磁性、 超导、主动反馈或自旋稳定），来分析磁悬浮系统。适用于评估磁悬浮运输、磁轴承、 超导悬浮、抗磁悬浮或 Levitron 型装置时。涵盖力平衡计算、所有空间和倾斜模式 的稳定性分析，以及迈斯纳效应与磁通钉扎的区别。Votes: 0GitHub stars: 31
- Analyze Prime Numbers使用素性测试、分解算法、素数分布分析和筛法分析素数。涵盖试除法、Miller-Rabin、 埃拉托斯特尼筛法和素数定理。适用于判断一个整数是否为素数或合数、查找素因数分解、 计数或列出某个上界以内的素数，或在数论证明或计算中研究素数性质时。Votes: 0GitHub stars: 31
- Analyze Tensegrity System通过识别压缩支柱与张力索缆、分类类型（class 1/2、生物/建筑）、计算预应力 平衡、用 Maxwell 刚性准则验证稳定性，以及映射生物张拉整体（微管、肌动蛋白、 中间丝）来分析张拉整体系统。当评估建筑、机器人、细胞生物学，或任何在连续 张力中存在孤立压缩的系统中的张拉整体时使用。Votes: 0GitHub stars: 31
- Annotate Source Files使用正确的语言特定注释前缀向源文件添加 PUT 工作流注解。涵盖注解语法、 通过 put_generate() 生成骨架、多行注解、.internal 变量和验证。支持 30+ 种语言的自动注释前缀检测。适用于分析代码库并有注解计划后、向新的或现有 源文件添加工作流文档时，或记录数据管道、ETL 流程或多步骤计算时。Votes: 0GitHub stars: 31
- Apply Gematria使用标准、序数和简化方法计算和分析格玛特里亚（希伯来字母数值）。涵盖词到数字的 转换、等值比较和诠释框架。适用于计算希伯来词或短语的数值、比较两个词是否共享 格玛特里亚值、研究圣经经文或神名的数值对应关系，或将数值结果与生命之树的位置 联系起来时。Votes: 0GitHub stars: 31
- Apply Semantic Versioning应用语义化版本控制（SemVer 2.0.0）根据变更分析确定正确的版本号升级。 涵盖主版本/次版本/修订版本分类、预发布标识符、构建元数据和破坏性变更检测。 适用于准备新发布以确定正确版本号时、合并变更后打标签前、评估变更是否构成 破坏性变更时、添加预发布标识符时，或解决关于适当版本升级的分歧时。Votes: 0GitHub stars: 31
- Appraise Gemstone使用四C标准（颜色、净度、切工、克拉重量）、产地评估、处理检测和市场因素分析来 评估宝石价值。仅为教育咨询指导——非认证鉴定。适用于了解决定宝石价值的因素、 在专业鉴定前预筛宝石、评估卖家要价是否合理、学习宝石分级方法论，或了解处理 状态如何影响价值时。Votes: 0GitHub stars: 31
- Argumentation使用假设-论证-示例三元组构建结构良好的论证。涵盖制定可证伪的假设、构建逻辑论证 （演绎、归纳、类比、证据性）、提供具体示例和钢化反论点。适用于编写或审查提出 技术变更的 PR 描述、在 ADR 中论证设计决策、构建实质性的代码审查反馈，或构建 研究论证或技术提案。Votes: 0GitHub stars: 31
- Assess ContextAI 上下文评估——评估问题的可塑性、映射结构刚性与灵活性、分析转型压力、估算 适应能力。适用于复杂任务陷入僵局且不确定应坚持还是转向时、在重大方法变更前 评估当前推理结构是否能支撑变更时、当累积的变通方案暗示底层方法可能有误时， 或作为长时间多步骤任务中的周期性结构健康检查。Votes: 0GitHub stars: 31
- Assess Form评估系统当前的结构形态，识别转型压力，并分类转型准备度。涵盖结构清点、 压力映射、刚性评估、变化容量估算和架构变形的准备度分类。适用于在任何重大 架构变更前了解起点、系统感觉卡住但原因不明、增长或技术债务带来的外部压力 不断增加时，或作为长期系统的周期性健康检查。Votes: 0GitHub stars: 31
- Assess Github Repo SecurityRead-only audit of a GitHub repository's security posture. Gathers ref protection (rulesets AND classic branch protection), Actions token permissions, code and supply-chain features (Dependabot, secret scanning, push protection, CodeQL), and repo hygiene toggles via `gh api`, then classifies findings against essential / recommended / advanced tiers into a PASS/GAP report. Makes NO changes. Use when reviewing a repo before open-sourcing or a release, auditing a public user-owned repo whose CI ...Votes: 0GitHub stars: 31
- Assess Holistic HealthConduct temperament-based health assessment from Hildegard von Bingen's Causae et Curae. Evaluates the four temperaments (sanguine, choleric, melancholic, phlegmatic), elemental correspondences (air, fire, earth, water), and provides dietary and lifestyle recommendations for rebalancing. Use when understanding constitutional type in Hildegardian terms, experiencing imbalance (fatigue, digestive issues, mental fog) needing holistic guidance, seeking dietary recommendations by temperament, or r...Votes: 0GitHub stars: 31
- Assess Ip Landscape映射某技术领域或产品方向的知识产权全景。涵盖专利聚类分析、空白地带识别、竞争对手 IP 组合评估、自由实施权初步筛查，以及战略性 IP 布局建议。适用于在新技术领域启动 研发之前、评估面对拥有强大专利组合的在位者的市场进入、准备投资尽职调查、制定专利 申报策略，或评估新产品的自由实施权风险。Votes: 0GitHub stars: 31